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  {
   "source": [
    "# 第4讲：双向LSTM预测时间序列"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "tf.__version__\n",
    "\n",
    "plt.style.use(['science', 'grid', 'muted'])"
   ]
  },
  {
   "source": [
    "# Step1：生成时间序列"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
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189.851621 \nL 163.571268 191.079951 \nL 164.079048 206.096968 \nL 164.586829 187.413683 \nL 165.094609 184.914975 \nL 165.60239 178.432987 \nL 166.11017 178.828313 \nL 166.617951 209.183266 \nL 167.125731 203.725457 \nL 167.633512 185.631901 \nL 168.649073 185.681522 \nL 169.156853 144.07646 \nL 169.664634 185.029954 \nL 170.172414 178.007885 \nL 170.680195 180.291828 \nL 171.187975 184.084314 \nL 171.695756 196.157766 \nL 172.203536 182.775641 \nL 172.711317 201.895221 \nL 173.219097 195.223707 \nL 173.726878 198.336121 \nL 174.234659 191.272837 \nL 174.742439 163.435477 \nL 175.25022 215.602277 \nL 175.758 183.762381 \nL 176.265781 212.44257 \nL 176.773561 198.220444 \nL 177.281342 178.757719 \nL 178.296903 205.787605 \nL 178.804683 201.268872 \nL 179.312464 183.872096 \nL 179.820244 201.457029 \nL 180.328025 189.64669 \nL 180.835805 191.775614 \nL 181.343586 200.467455 \nL 181.851366 165.596589 \nL 182.359147 184.42449 \nL 182.866927 217.582377 \nL 183.374708 189.991662 \nL 183.882488 200.562768 \nL 184.390269 181.667948 \nL 184.898049 202.173895 \nL 185.91361 185.967999 \nL 186.421391 181.45547 \nL 186.929171 207.209705 \nL 187.436952 196.396583 \nL 187.944732 198.132533 \nL 188.452513 200.340776 \nL 188.960293 170.155849 \nL 189.468074 187.105532 \nL 189.975854 207.863252 \nL 190.483635 180.66951 \nL 190.991415 165.628417 \nL 191.499196 179.197425 \nL 192.006976 211.001686 \nL 192.514757 198.067842 \nL 193.022537 176.202987 \nL 193.530318 200.805149 \nL 194.038098 186.417658 \nL 194.545879 182.264947 \nL 195.053659 203.459587 \nL 195.56144 192.612836 \nL 196.06922 232.266895 \nL 196.577001 204.587708 \nL 197.084781 194.930765 \nL 197.592562 207.311786 \nL 198.100342 171.357324 \nL 198.608123 209.520987 \nL 199.115903 197.138613 \nL 199.623684 189.985221 \nL 200.131464 173.604837 \nL 200.639245 209.452982 \nL 201.147025 177.000846 \nL 202.162586 203.67404 \nL 202.670367 185.630267 \nL 203.178147 188.871477 \nL 203.685928 198.79996 \nL 204.193708 190.402465 \nL 204.701489 196.037148 \nL 205.71705 182.888036 \nL 206.22483 171.321557 \nL 206.732611 206.496557 \nL 207.240392 164.409858 \nL 207.748172 215.314544 \nL 208.255953 192.814642 \nL 208.763733 183.537081 \nL 209.271514 187.322571 \nL 209.779294 198.545396 \nL 210.287075 193.325946 \nL 210.794855 196.829598 \nL 211.302636 197.981445 \nL 211.810416 179.98379 \nL 212.318197 186.076172 \nL 212.825977 199.119168 \nL 213.333758 179.204707 \nL 213.841538 186.538937 \nL 214.349319 180.179864 \nL 214.857099 182.410988 \nL 215.36488 200.548405 \nL 215.87266 197.140373 \nL 216.380441 180.777423 \nL 216.888221 182.428674 \nL 217.396002 190.244965 \nL 217.903782 188.463364 \nL 218.411563 173.933315 \nL 218.919343 197.18804 \nL 219.427124 182.927153 \nL 219.934904 192.21266 \nL 220.442685 192.345545 \nL 220.950465 175.865658 \nL 221.458246 179.213707 \nL 221.966026 179.300345 \nL 222.473807 173.102058 \nL 222.981587 189.059345 \nL 223.489368 180.752495 \nL 223.997148 193.063721 \nL 224.504929 185.086574 \nL 225.012709 190.687907 \nL 225.52049 187.789622 \nL 226.02827 181.510616 \nL 226.536051 199.072145 \nL 227.043831 162.703758 \nL 227.551612 201.280259 \nL 228.059392 203.808839 \nL 228.567173 174.152908 \nL 229.074953 178.65462 \nL 229.582734 180.675087 \nL 230.090514 180.552778 \nL 230.598295 188.472289 \nL 231.106075 199.439734 \nL 231.613856 187.232641 \nL 232.121636 196.552371 \nL 232.629417 175.873022 \nL 233.137197 189.796737 \nL 233.644978 198.185657 \nL 234.152758 191.825188 \nL 234.660539 182.59313 \nL 235.168319 194.70018 \nL 235.6761 197.849812 \nL 236.18388 184.480856 \nL 236.691661 184.389709 \nL 237.199441 193.69205 \nL 237.707222 193.168239 \nL 238.215002 184.322811 \nL 238.722783 205.200917 \nL 239.230564 204.617106 \nL 239.738344 195.94597 \nL 240.753905 182.951424 \nL 241.261686 168.34951 \nL 241.769466 175.974422 \nL 242.277247 188.586594 \nL 242.785027 186.749144 \nL 243.292808 198.935465 \nL 243.800588 186.582077 \nL 244.308369 189.87044 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84.682944 \nL 265.127369 103.784051 \nL 265.63515 87.729008 \nL 266.14293 123.889617 \nL 266.650711 112.339925 \nL 267.158491 105.683871 \nL 267.666272 106.071938 \nL 268.174052 113.203238 \nL 268.681833 100.77689 \nL 269.189613 122.838746 \nL 269.697394 112.299549 \nL 270.205174 110.04615 \nL 270.712955 106.174878 \nL 271.220735 104.781708 \nL 271.728516 128.770952 \nL 272.236297 134.98589 \nL 272.744077 101.045126 \nL 273.759638 128.632172 \nL 274.267419 101.138022 \nL 274.775199 120.247708 \nL 275.28298 108.206722 \nL 275.79076 123.315784 \nL 276.298541 99.716372 \nL 276.806321 104.80318 \nL 277.314102 131.095793 \nL 277.821882 117.184122 \nL 278.329663 122.579529 \nL 278.837443 114.901607 \nL 279.345224 145.363852 \nL 279.853004 126.145128 \nL 280.360785 122.887584 \nL 280.868565 159.424268 \nL 281.376346 153.660724 \nL 281.884126 165.763413 \nL 282.391907 145.129166 \nL 282.899687 134.271085 \nL 283.407468 125.945549 \nL 283.915248 145.232919 \nL 284.423029 127.329127 \nL 284.930809 166.348856 \nL 285.43859 171.885021 \nL 285.94637 152.846244 \nL 286.454151 148.885266 \nL 286.961931 155.613258 \nL 287.469712 182.528731 \nL 287.977492 159.399731 \nL 288.485273 176.109408 \nL 288.993053 153.045435 \nL 289.500834 158.388937 \nL 290.008614 176.252254 \nL 290.516395 172.512333 \nL 291.024175 180.891576 \nL 292.039736 158.933904 \nL 292.547517 184.727832 \nL 293.055297 167.736412 \nL 293.563078 182.227343 \nL 294.070858 187.094788 \nL 294.578639 180.133538 \nL 295.086419 193.303183 \nL 295.5942 188.889117 \nL 296.10198 198.515591 \nL 296.609761 160.661273 \nL 297.117541 186.314061 \nL 297.625322 197.066806 \nL 298.133102 187.25384 \nL 298.640883 192.903092 \nL 299.148663 195.833635 \nL 299.656444 186.988787 \nL 300.164224 186.767215 \nL 300.672005 204.392189 \nL 301.179785 206.51219 \nL 301.687566 204.30935 \nL 302.195346 231.130208 \nL 302.703127 222.851989 \nL 303.210907 188.432499 \nL 303.718688 186.481744 \nL 304.226468 211.612842 \nL 304.734249 202.815311 \nL 305.24203 207.613793 \nL 305.74981 174.574672 \nL 306.257591 200.479836 \nL 306.765371 217.495864 \nL 307.780932 238.814806 \nL 308.288713 217.661777 \nL 308.796493 231.040039 \nL 309.304274 240.739017 \nL 309.812054 232.444284 \nL 310.319835 239.234552 \nL 310.827615 206.053279 \nL 311.843176 229.849001 \nL 312.350957 212.594334 \nL 312.858737 231.373698 \nL 313.366518 244.34987 \nL 313.874298 215.862835 \nL 314.382079 229.371874 \nL 314.889859 250.245431 \nL 315.39764 240.879464 \nL 315.90542 250.604095 \nL 316.413201 258.087988 \nL 316.920981 230.428473 \nL 317.428762 219.283544 \nL 317.936542 261.638843 \nL 318.444323 238.250885 \nL 318.952103 254.44259 \nL 319.459884 253.436846 \nL 319.967664 255.761451 \nL 320.475445 260.138215 \nL 320.983225 249.723871 \nL 321.491006 261.636468 \nL 321.998786 248.819933 \nL 322.506567 142.942591 \nL 323.014347 145.417496 \nL 323.522128 153.875824 \nL 324.029908 149.867389 \nL 324.537689 133.367736 \nL 325.045469 136.654878 \nL 325.55325 155.206 \nL 326.06103 141.884316 \nL 326.568811 133.8593 \nL 327.076591 164.157429 \nL 327.584372 136.663186 \nL 328.092152 151.806292 \nL 328.599933 136.525344 \nL 329.615494 166.347234 \nL 330.123274 164.229952 \nL 330.631055 143.423999 \nL 331.138835 140.875381 \nL 331.646616 155.482651 \nL 332.154396 136.326691 \nL 332.662177 165.099756 \nL 333.169957 145.285165 \nL 333.677738 159.647265 \nL 334.185518 152.753669 \nL 334.693299 144.111604 \nL 335.201079 155.511198 \nL 335.70886 149.651825 \nL 336.21664 132.378869 \nL 336.724421 152.196908 \nL 337.232202 134.649646 \nL 337.739982 159.231506 \nL 338.247763 138.601352 \nL 338.755543 127.295614 \nL 339.263324 176.166212 \nL 340.278885 138.266254 \nL 340.786665 148.055799 \nL 341.294446 140.952648 \nL 341.802226 153.171407 \nL 342.310007 144.613732 \nL 342.817787 147.689125 \nL 343.325568 131.235085 \nL 343.833348 142.67756 \nL 344.341129 141.689565 \nL 344.848909 151.085237 \nL 345.35669 152.076351 \nL 345.86447 151.435011 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142.107069 \nL 367.699032 137.366162 \nL 368.206812 158.302481 \nL 368.714593 135.947917 \nL 369.222373 129.877752 \nL 369.730154 141.619827 \nL 370.237935 123.358376 \nL 370.745715 156.40576 \nL 371.761276 168.914413 \nL 372.269057 128.057137 \nL 373.284618 147.378812 \nL 373.792398 143.177162 \nL 374.300179 160.688773 \nL 374.807959 116.129342 \nL 375.31574 145.002261 \nL 375.82352 145.229451 \nL 376.331301 137.52103 \nL 377.346862 143.736171 \nL 377.854642 156.363946 \nL 378.870203 122.982701 \nL 379.377984 129.649377 \nL 379.885764 126.532455 \nL 380.393545 152.751347 \nL 380.901325 158.689545 \nL 381.409106 147.886754 \nL 381.916886 145.592993 \nL 382.424667 132.610385 \nL 382.932447 167.334545 \nL 383.440228 127.116834 \nL 383.948008 148.131366 \nL 384.455789 151.451062 \nL 385.47135 166.696877 \nL 385.97913 135.754579 \nL 386.486911 145.070206 \nL 386.994691 162.035831 \nL 387.502472 162.061552 \nL 388.010252 150.05828 \nL 388.518033 125.014501 \nL 389.025813 149.028244 \nL 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150.21254 \nL 409.844814 137.502692 \nL 410.352595 158.783935 \nL 410.860375 134.583362 \nL 411.368156 146.407511 \nL 411.875936 148.018607 \nL 412.383717 134.409759 \nL 412.891497 137.668749 \nL 413.399278 147.643939 \nL 413.907058 128.61433 \nL 414.414839 156.488167 \nL 414.922619 135.253778 \nL 415.4304 135.468966 \nL 415.93818 146.656878 \nL 416.445961 138.658073 \nL 416.953741 158.258795 \nL 417.461522 131.058702 \nL 417.969302 144.817619 \nL 418.477083 148.958724 \nL 418.984863 129.283141 \nL 419.492644 151.07811 \nL 420.000424 159.786441 \nL 420.508205 161.56046 \nL 421.015985 134.513317 \nL 421.523766 157.966506 \nL 422.031546 120.035515 \nL 422.539327 167.81214 \nL 423.047107 120.611522 \nL 423.554888 139.061752 \nL 424.062668 142.823026 \nL 424.570449 148.335923 \nL 425.078229 136.483946 \nL 425.58601 141.853461 \nL 426.09379 127.545177 \nL 426.601571 139.802346 \nL 427.109351 139.273313 \nL 427.617132 145.603465 \nL 428.632693 137.069423 \nL 429.140473 162.1573 \nL 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\n"
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "def plot_series(times, series, label=None):\n",
    "    \"\"\"绘图\"\"\"\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.plot(times, series, label=label)\n",
    "    plt.xlabel('time')\n",
    "    plt.ylabel('value')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "def trend(time, slope=0): \n",
    "    \"\"\"趋势性\"\"\"\n",
    "    return slope * time\n",
    "    \n",
    "def seasonality(time, period, amplitude=1, phase=0): \n",
    "    \"\"\"周期性\"\"\"\n",
    "    seasonal_pattern = lambda season_time: np.where(season_time < 0.4, np.cos(season_time * 2 * np.pi), 1 / np.exp(3 * season_time)) \n",
    "    season_time = ((time + phase) % period) / period\n",
    "    return amplitude * seasonal_pattern(season_time)\n",
    "\n",
    "def noise(time, noise_level=1, seed=None):\n",
    "    \"\"\"噪声\"\"\"\n",
    "    rnd = np.random.RandomState(seed)\n",
    "    return rnd.randn(len(time)) * noise_level\n",
    "\n",
    "time = np.arange(4 * 365 + 1, dtype='float32') # 以一年为1个周期，生成4个周期\n",
    "baseline = 10 # 基线\n",
    "series = trend(time, 0.1)\n",
    "amplitude = 40 # 振幅\n",
    "slope = 0.05 # 斜率\n",
    "noise_level  = 5 # 噪声水平\n",
    "\n",
    "# 创建序列\n",
    "series = baseline + trend(time, slope) + seasonality(time, period=365, amplitude=amplitude) + noise(time, noise_level, seed=42)\n",
    "\n",
    "# 划分序列\n",
    "split_time = 1000\n",
    "time_train = time[:split_time]\n",
    "X_train =  series[:split_time]\n",
    "time_valid = time[split_time:]\n",
    "X_valid =  series[split_time:]\n",
    "\n",
    "# 可视化\n",
    "plot_series(time_train, X_train, 'train')\n",
    "plot_series(time_valid, X_valid, 'valid')"
   ]
  },
  {
   "source": [
    "## Step2: 生成RNN输入样本\n",
    "> _通过加窗的方式将训练集转化生成神经网络的输入数据_"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "window_size = 20\n",
    "batch_size = 32\n",
    "shuffle_buffer_size = 1000\n",
    "\n",
    "def windowed_dataset(series, window_size, batch_size, shuffle_buffer):\n",
    "    \"\"\"模拟生成数据集\n",
    "    \n",
    "    ---Parameter---\n",
    "    series: 序列数据\n",
    "\n",
    "    window_size：窗口大小\n",
    "\n",
    "    batch_size：批次大小\n",
    "\n",
    "    \n",
    "    shuffle_buffer： 随机缓存大小\n",
    "    \"\"\"\n",
    "    dataset = tf.data.Dataset.from_tensor_slices(series) # 切分序列\n",
    "    dataset = dataset.window(window_size + 1, shift=1, drop_remainder=True) # 加窗\n",
    "    dataset = dataset.flat_map(lambda window: window.batch(window_size + 1)) # 将序列划为窗口\n",
    "    dataset = dataset.shuffle(shuffle_buffer).map(lambda window: (window[:-1], window[-1])) # 打乱并划分特征和标签（在多个 CPU 核心上并行地进行预处理）\n",
    "    dataset = dataset.batch(batch_size).prefetch(1) # 分批\n",
    "    return dataset\n",
    "\n",
    "train_set = windowed_dataset(X_train, window_size, batch_size, shuffle_buffer_size)"
   ]
  },
  {
   "source": [
    "## Step3: 定义双向LSTM神经网络\n",
    "LSTM的单元结构如下图所示：\n",
    "\n",
    "![avatar](https://ss1.bdstatic.com/70cFuXSh_Q1YnxGkpoWK1HF6hhy/it/u=2144901009,2304331812&fm=15&gp=0.jpg \"LSTM的单元结构\")\n",
    "\n",
    "- \"LSTM\"中的\"输入门\"决定了哪些信息进入本单元，\"遗忘门\"的作用是让神经网络遗忘掉之前没有用的信息，从而LSTM保留了更加有效的信息并传递到下一单元\n",
    "\n",
    "- 由于时间序列中某个时刻不仅受到前一时刻的影响，也一定程度上受后一时刻的影响，所以引入双向LSTM神经网络进行预测\n",
    "\n",
    "双向LSTM神经网络的结构如下图所示：\n",
    "\n",
    "![avatar](https://pic2.zhimg.com/v2-485b572266dddba756e457decf276379_b.jpg \"双向LSTM神经网络\")"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 搭建双向LSTM神经网络，使用LR_scheduler机制调整学习率\n",
    "\n",
    "tf.keras.backend.clear_session() # 销毁当前的TF图并创建一个新图, 有助于避免旧模型/图层混乱\n",
    "tf.random.set_seed(51)\n",
    "np.random.seed(51)\n",
    "\n",
    "model = tf.keras.models.Sequential([\n",
    "    tf.keras.layers.Lambda(lambda x: tf.expand_dims(x, axis=-1), input_shape=[None]),\n",
    "    tf.keras.layers.Bidirectional(tf.keras.layers.LSTM(32, return_sequences=True)), \n",
    "    tf.keras.layers.Bidirectional(tf.keras.layers.LSTM(32)), \n",
    "    tf.keras.layers.Dense(1),\n",
    "    tf.keras.layers.Lambda(lambda x: x * 100.0)    \n",
    "])"
   ]
  },
  {
   "source": [
    "## Step4: 定义神经网络的参数\n",
    "> _优化器、损失函数和度量指标_"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr_schedule = tf.keras.callbacks.LearningRateScheduler(lambda epoch: 1e-8 * 10**(epoch / 20))\n",
    "\n",
    "model.compile(\n",
    "    loss=tf.keras.losses.Huber(),\n",
    "    optimizer=tf.keras.optimizers.SGD(lr=1e-8, momentum=0.9),\n",
    "    metrics=[\"mae\"]\n",
    ")"
   ]
  },
  {
   "source": [
    "## Step5: 双向LSTM进行神经网络模型的训练\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Epoch 1/100\n",
      "31/31 [==============================] - 8s 251ms/step - loss: 72.5311 - mae: 72.9386\n",
      "Epoch 2/100\n",
      "31/31 [==============================] - 4s 113ms/step - loss: 71.7059 - mae: 72.1182\n",
      "Epoch 3/100\n",
      "31/31 [==============================] - 4s 115ms/step - loss: 70.7107 - mae: 71.1242\n",
      "Epoch 4/100\n",
      "31/31 [==============================] - 3s 113ms/step - loss: 69.5907 - mae: 70.0057\n",
      "Epoch 5/100\n",
      "31/31 [==============================] - 3s 113ms/step - loss: 68.3338 - mae: 68.7503\n",
      "Epoch 6/100\n",
      "31/31 [==============================] - 4s 115ms/step - loss: 66.9236 - mae: 67.3418\n",
      "Epoch 7/100\n",
      "31/31 [==============================] - 4s 117ms/step - loss: 65.3421 - mae: 65.7622\n",
      "Epoch 8/100\n",
      "31/31 [==============================] - 4s 118ms/step - loss: 63.5695 - mae: 63.9915\n",
      "Epoch 9/100\n",
      "31/31 [==============================] - 4s 115ms/step - loss: 61.5845 - mae: 62.0086\n",
      "Epoch 10/100\n",
      "31/31 [==============================] - 3s 111ms/step - loss: 59.3641 - mae: 59.7912\n",
      "Epoch 11/100\n",
      "31/31 [==============================] - 3s 109ms/step - loss: 56.8836 - mae: 57.3138\n",
      "Epoch 12/100\n",
      "31/31 [==============================] - 4s 113ms/step - loss: 54.1170 - mae: 54.5508\n",
      "Epoch 13/100\n",
      "31/31 [==============================] - 3s 110ms/step - loss: 51.0365 - mae: 51.4740\n",
      "Epoch 14/100\n",
      "31/31 [==============================] - 3s 112ms/step - loss: 47.6146 - mae: 48.0556\n",
      "Epoch 15/100\n",
      "31/31 [==============================] - 3s 105ms/step - loss: 43.8274 - mae: 44.2732\n",
      "Epoch 16/100\n",
      "31/31 [==============================] - 3s 104ms/step - loss: 39.6473 - mae: 40.0986\n",
      "Epoch 17/100\n",
      "31/31 [==============================] - 4s 116ms/step - loss: 35.0348 - mae: 35.4917\n",
      "Epoch 18/100\n",
      "31/31 [==============================] - 4s 113ms/step - loss: 29.9610 - mae: 30.4224\n",
      "Epoch 19/100\n",
      "31/31 [==============================] - 4s 120ms/step - loss: 24.4556 - mae: 24.9242\n",
      "Epoch 20/100\n",
      "31/31 [==============================] - 4s 115ms/step - loss: 18.6115 - mae: 19.0818\n",
      "Epoch 21/100\n",
      "31/31 [==============================] - 3s 111ms/step - loss: 13.4525 - mae: 13.9078\n",
      "Epoch 22/100\n",
      "31/31 [==============================] - 3s 109ms/step - loss: 10.6918 - mae: 11.1440\n",
      "Epoch 23/100\n",
      "31/31 [==============================] - 4s 113ms/step - loss: 9.8016 - mae: 10.2442\n",
      "Epoch 24/100\n",
      "31/31 [==============================] - 4s 120ms/step - loss: 9.5176 - mae: 9.9608\n",
      "Epoch 25/100\n",
      "31/31 [==============================] - 3s 110ms/step - loss: 9.3268 - mae: 9.7706\n",
      "Epoch 26/100\n",
      "31/31 [==============================] - 4s 113ms/step - loss: 9.1342 - mae: 9.5804\n",
      "Epoch 27/100\n",
      "31/31 [==============================] - 3s 112ms/step - loss: 8.9316 - mae: 9.3778\n",
      "Epoch 28/100\n",
      "31/31 [==============================] - 4s 117ms/step - loss: 8.7138 - mae: 9.1604\n",
      "Epoch 29/100\n",
      "31/31 [==============================] - 4s 118ms/step - loss: 8.4486 - mae: 8.8990\n",
      "Epoch 30/100\n",
      "31/31 [==============================] - 4s 117ms/step - loss: 7.9866 - mae: 8.4389\n",
      "Epoch 31/100\n",
      "31/31 [==============================] - 3s 113ms/step - loss: 7.6549 - mae: 8.1069\n",
      "Epoch 32/100\n",
      "31/31 [==============================] - 4s 115ms/step - loss: 7.3754 - mae: 7.8293\n",
      "Epoch 33/100\n",
      "31/31 [==============================] - 3s 111ms/step - loss: 7.2721 - mae: 7.7241\n",
      "Epoch 34/100\n",
      "31/31 [==============================] - 3s 112ms/step - loss: 6.9948 - mae: 7.4553\n",
      "Epoch 35/100\n",
      "31/31 [==============================] - 4s 115ms/step - loss: 7.3010 - mae: 7.7556\n",
      "Epoch 36/100\n",
      "31/31 [==============================] - 4s 121ms/step - loss: 6.9275 - mae: 7.3840\n",
      "Epoch 37/100\n",
      "31/31 [==============================] - 3s 109ms/step - loss: 6.7587 - mae: 7.2152\n",
      "Epoch 38/100\n",
      "31/31 [==============================] - 3s 112ms/step - loss: 6.5029 - mae: 6.9604\n",
      "Epoch 39/100\n",
      "31/31 [==============================] - 4s 117ms/step - loss: 7.1004 - mae: 7.5492\n",
      "Epoch 40/100\n",
      "31/31 [==============================] - 4s 115ms/step - loss: 6.7956 - mae: 7.2553\n",
      "Epoch 41/100\n",
      "31/31 [==============================] - 4s 118ms/step - loss: 6.6285 - mae: 7.0845\n",
      "Epoch 42/100\n",
      "31/31 [==============================] - 3s 111ms/step - loss: 6.5095 - mae: 6.9661\n",
      "Epoch 43/100\n",
      "31/31 [==============================] - 4s 118ms/step - loss: 6.7118 - mae: 7.1735\n",
      "Epoch 44/100\n",
      "31/31 [==============================] - 3s 107ms/step - loss: 6.5020 - mae: 6.9623\n",
      "Epoch 45/100\n",
      "31/31 [==============================] - 4s 115ms/step - loss: 6.1760 - mae: 6.6414\n",
      "Epoch 46/100\n",
      "31/31 [==============================] - 4s 119ms/step - loss: 6.5136 - mae: 6.9814\n",
      "Epoch 47/100\n",
      "31/31 [==============================] - 4s 121ms/step - loss: 6.1820 - mae: 6.6392\n",
      "Epoch 48/100\n",
      "31/31 [==============================] - 4s 116ms/step - loss: 6.0830 - mae: 6.5370\n",
      "Epoch 49/100\n",
      "31/31 [==============================] - 3s 105ms/step - loss: 5.9834 - mae: 6.4412\n",
      "Epoch 50/100\n",
      "31/31 [==============================] - 4s 117ms/step - loss: 5.8819 - mae: 6.3410\n",
      "Epoch 51/100\n",
      "31/31 [==============================] - 3s 107ms/step - loss: 5.7842 - mae: 6.2466\n",
      "Epoch 52/100\n",
      "31/31 [==============================] - 4s 114ms/step - loss: 5.7007 - mae: 6.1650\n",
      "Epoch 53/100\n",
      "31/31 [==============================] - 4s 118ms/step - loss: 5.6548 - mae: 6.1214\n",
      "Epoch 54/100\n",
      "31/31 [==============================] - 4s 117ms/step - loss: 5.6163 - mae: 6.0845\n",
      "Epoch 55/100\n",
      "31/31 [==============================] - 3s 107ms/step - loss: 5.5989 - mae: 6.0623\n",
      "Epoch 56/100\n",
      "31/31 [==============================] - 4s 118ms/step - loss: 5.4838 - mae: 5.9431\n",
      "Epoch 57/100\n",
      "31/31 [==============================] - 4s 115ms/step - loss: 5.4536 - mae: 5.9115\n",
      "Epoch 58/100\n",
      "31/31 [==============================] - 3s 112ms/step - loss: 5.4872 - mae: 5.9502\n",
      "Epoch 59/100\n",
      "31/31 [==============================] - 4s 119ms/step - loss: 5.8593 - mae: 6.3068\n",
      "Epoch 60/100\n",
      "31/31 [==============================] - 4s 115ms/step - loss: 7.0349 - mae: 7.5262\n",
      "Epoch 61/100\n",
      "31/31 [==============================] - 4s 117ms/step - loss: 6.0989 - mae: 6.5649\n",
      "Epoch 62/100\n",
      "31/31 [==============================] - 3s 109ms/step - loss: 5.2770 - mae: 5.7454\n",
      "Epoch 63/100\n",
      "31/31 [==============================] - 4s 113ms/step - loss: 5.6744 - mae: 6.1517\n",
      "Epoch 64/100\n",
      "31/31 [==============================] - 3s 110ms/step - loss: 5.6958 - mae: 6.1775\n",
      "Epoch 65/100\n",
      "31/31 [==============================] - 4s 119ms/step - loss: 5.6470 - mae: 6.1297\n",
      "Epoch 66/100\n",
      "31/31 [==============================] - 4s 115ms/step - loss: 5.6440 - mae: 6.1253\n",
      "Epoch 67/100\n",
      "31/31 [==============================] - 4s 118ms/step - loss: 5.3044 - mae: 5.7670\n",
      "Epoch 68/100\n",
      "31/31 [==============================] - 4s 114ms/step - loss: 5.3400 - mae: 5.8040\n",
      "Epoch 69/100\n",
      "31/31 [==============================] - 3s 111ms/step - loss: 5.1772 - mae: 5.6420\n",
      "Epoch 70/100\n",
      "31/31 [==============================] - 3s 111ms/step - loss: 5.3576 - mae: 5.8323\n",
      "Epoch 71/100\n",
      "31/31 [==============================] - 4s 115ms/step - loss: 5.1692 - mae: 5.6457\n",
      "Epoch 72/100\n",
      "31/31 [==============================] - 4s 123ms/step - loss: 5.1266 - mae: 5.5652\n",
      "Epoch 73/100\n",
      "31/31 [==============================] - 4s 122ms/step - loss: 5.3376 - mae: 5.8136\n",
      "Epoch 74/100\n",
      "31/31 [==============================] - 4s 122ms/step - loss: 5.3390 - mae: 5.8116\n",
      "Epoch 75/100\n",
      "31/31 [==============================] - 4s 117ms/step - loss: 5.5801 - mae: 6.0574\n",
      "Epoch 76/100\n",
      "31/31 [==============================] - 4s 116ms/step - loss: 6.0061 - mae: 6.4568\n",
      "Epoch 77/100\n",
      "31/31 [==============================] - 4s 121ms/step - loss: 5.9982 - mae: 6.4701\n",
      "Epoch 78/100\n",
      "31/31 [==============================] - 3s 112ms/step - loss: 5.8977 - mae: 6.3841\n",
      "Epoch 79/100\n",
      "31/31 [==============================] - 3s 106ms/step - loss: 6.2247 - mae: 6.7126\n",
      "Epoch 80/100\n",
      "31/31 [==============================] - 3s 111ms/step - loss: 5.9855 - mae: 6.4614\n",
      "Epoch 81/100\n",
      "31/31 [==============================] - 3s 103ms/step - loss: 6.3160 - mae: 6.7864\n",
      "Epoch 82/100\n",
      "31/31 [==============================] - 3s 111ms/step - loss: 7.3304 - mae: 7.7937\n",
      "Epoch 83/100\n",
      "31/31 [==============================] - 3s 110ms/step - loss: 6.3284 - mae: 6.7640\n",
      "Epoch 84/100\n",
      "31/31 [==============================] - 3s 110ms/step - loss: 6.9393 - mae: 7.3860\n",
      "Epoch 85/100\n",
      "31/31 [==============================] - 4s 116ms/step - loss: 7.8257 - mae: 8.3346\n",
      "Epoch 86/100\n",
      "31/31 [==============================] - 4s 118ms/step - loss: 6.3385 - mae: 6.8290\n",
      "Epoch 87/100\n",
      "31/31 [==============================] - 4s 113ms/step - loss: 7.9115 - mae: 8.4188\n",
      "Epoch 88/100\n",
      "31/31 [==============================] - 3s 113ms/step - loss: 8.2260 - mae: 8.7438\n",
      "Epoch 89/100\n",
      "31/31 [==============================] - 4s 113ms/step - loss: 9.1237 - mae: 9.5720\n",
      "Epoch 90/100\n",
      "31/31 [==============================] - 3s 110ms/step - loss: 8.0043 - mae: 8.4820\n",
      "Epoch 91/100\n",
      "31/31 [==============================] - 4s 116ms/step - loss: 8.2619 - mae: 8.7108\n",
      "Epoch 92/100\n",
      "31/31 [==============================] - 3s 110ms/step - loss: 8.7278 - mae: 9.2530\n",
      "Epoch 93/100\n",
      "31/31 [==============================] - 3s 113ms/step - loss: 7.1453 - mae: 7.6305\n",
      "Epoch 94/100\n",
      "31/31 [==============================] - 4s 119ms/step - loss: 10.1336 - mae: 10.6306\n",
      "Epoch 95/100\n",
      "31/31 [==============================] - 4s 120ms/step - loss: 9.7309 - mae: 10.1277\n",
      "Epoch 96/100\n",
      "31/31 [==============================] - 4s 116ms/step - loss: 11.1704 - mae: 11.6122\n",
      "Epoch 97/100\n",
      "31/31 [==============================] - 3s 112ms/step - loss: 11.5671 - mae: 12.0235\n",
      "Epoch 98/100\n",
      "31/31 [==============================] - 3s 101ms/step - loss: 14.1878 - mae: 14.7090\n",
      "Epoch 99/100\n",
      "31/31 [==============================] - 3s 110ms/step - loss: 14.9886 - mae: 15.4145\n",
      "Epoch 100/100\n",
      "31/31 [==============================] - 4s 118ms/step - loss: 12.4495 - mae: 12.9292\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(train_set, epochs=100, callbacks=[lr_schedule])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x432 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "plt.xlabel('epoch')\n",
    "plt.ylabel('loss')\n",
    "plt.plot(np.arange(len(history.history['loss'])), history.history['loss'])\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.xlabel('epoch')\n",
    "plt.ylabel('lr')\n",
    "plt.plot(np.arange(len(history.history['lr'])), history.history['lr'])\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.xlabel('lr')\n",
    "plt.ylabel('log(epoch)')\n",
    "plt.semilogx(history.history['lr'], history.history['loss'])\n",
    "plt.axis([1e-8, 1e-4, 0, 30])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "## Step6: 使用双向LSTM网络模型预测时间序列\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x432 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "forecast = [model.predict(series[time: time + window_size][np.newaxis]) for time in range(len(series) - window_size)]\n",
    "\n",
    "forecast = forecast[split_time - window_size:]\n",
    "results = np.array(forecast)[:, 0, 0]\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(time_valid, X_valid, label='ground truth')\n",
    "plt.plot(time_valid, results, label='prediction')\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('value')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "## Step7: 对预测结果进行评估"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "28.40813"
      ]
     },
     "metadata": {},
     "execution_count": 29
    }
   ],
   "source": [
    "tf.keras.metrics.mean_absolute_error(X_valid, results).numpy()"
   ]
  },
  {
   "source": [
    "## Step8: 评估训练结果"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x432 with 1 Axes>",
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5U6cCK1YAfr/bTSMiInJMfn4+Nm7ciK+//trtpjiqT58+yM/P3+NzPF08ZWfvdlUYWxQVATfdBJx6z0/xzqgy9PvZz4BnnjEfz6NOcSob6hnmIhezkSmecklOTsaQIUPcbkanbdu2DX0dWlrI0xPGGxoaHNv3FVcAEycqnPPN7Wj+pByw1pCgznEyG+o+5iIXs5GJucjlZDaeLp4iFzt0yl//CjSFffjdmCXA734HvPeeo8fzEqezoe5hLnIxG5mYi1xOZuPp4slpSUlmCYMnXs7C4osWmAnkfCMRERF5mqeLp8zMTMeP0b+/mUB+wd8m4eujTgF+/nPHj+kFsciGuo65yMVsZGIucjmZjaeLp3A4HJPjHHcccPnlwHlfz0V4dRnw+OMxOW5vFqtsqGuYi1zMRibmIpeT2Xh6kcza2lrH9r2rG28E4PPhj5NeB669Fvjoo5gduzeKZTbUecxFLmYjE3ORy85sdl0k07WlCiKLZHqFz2eG7woLB+DYnz6CCT/5CfDuu+baLkRERNRr7bpIpqeH7QKBQEyPt+++wGOPAect+AG29M0Dbr01psfvTWKdDXUOc5GL2cjEXORyMhtPF09uOOEE4Cc/Ubg46THov9wOfPCB200iIiIiG3m6eAoGg64ct7gYKP+mD5467WngoouA5mZX2iGZW9nQnjEXuZiNTMxFLiez8XTx5JaUFODRR4FrXpqEb5MGAbff7naTiIiIyCaeLp78Ll6sd8QI4Gc/U7gi43HoOXOBjz92rS0SuZkNdYy5yMVsZGIucjmZjaeLJ5/P5+rxb74Z+O+X6Xjm9CeBCy8EuB5IK7ezofYxF7mYjUzMRS4ns/F08VRTU+Pq8SPDd1e9PBnfJexjLoZHANzPhtrHXORiNjIxF7mczMbTi2RKMGoUcP75Clf2+xswezbw1VduN4mIiIi6YNdFMl0rniKLZFoLTzkiIyPDsX13xS23AO+V98WiY+8CrrvO7eaIICUbaou5yMVsZGIuctmZTVwtkpmSkuJ2EwAAqanAww8DV686B9veLAPeesvtJrlOSjbUFnORi9nIxFzkcjIbTxdPVVVVbjeh1fjxwPFFCfhD4b+AX/wi7td+kpQN7cRc5GI2MjEXuZzMxtPFkzRz5gAPrzgU/007Epg3z+3mEBERUTd4unhKT093uwlt7LMPMGuWwi9990DfXAxs2eJ2k1wjLRsymItczEYm5iKXk9l4unhKS0tzuwm7+cUvgC9r+uL5sX8GbrzR7ea4RmI2xFwkYzYyMRe5nMzG08VTZWWl203YTVIScNddwDXvXYC6F5YAa9a43SRXSMyGmItkzEYm5iKXk9l4uniSqqgIKBzpw9zRzwK//CWgtdtNIiIiok7y9CKZkrtT//IX4K7lR6Giqi/w4otuNyfmJGcTz5iLXMxGJuYil53ZcJFMIQ46CLj6aoVfZz9m5j7F2XXvJGcTz5iLXMxGJuYiFxfJ7CbpY9HXXgus+mIfrMJo4Mkn3W5OTEnPJl4xF7mYjUzMRS7OeeomLXwuUVoacNNNCrOSbwVuvhlobHS7STEjPZt4xVzkYjYyMRe5nMzG08VTamqq203YqwsvBL7clomS7LOBBx90uzkx0xuyiUfMRS5mIxNzkcvJbDxdPPWGseikJOD//g+4Ycdvof/vD8D27W43KSZ6QzbxiLnIxWxkYi5yOZmNLcWTUqpAKTVNKTUtats0pVSRUmqGHcfojpqaGrcO3SXTpwPNyen4Z/5vgDvvdLs5MdFbsok3zEUuZiMTc5HLyWzs6nm6QWu9CECWUiovUkRprUsAQClVZNNxuiTcSz7BlpAAzJ4N/PbbK9F8+11AdbXbTXJcb8km3jAXuZiNTMxFLiezSezpDqyepdVKqTyt9Xxr26UAFlhPKQdQAKAk+nUbNmzArFmz0NTUhMLCQowZMwbZ2dloaGhAKBQCAGRmZiIcDqO2thYAEAgEAADBYBAA4Pf74fP5WqvLjIwMpKSktF5Jedu2bQiFQq0z7tPS0pCRkYHKykporZGamoqMjAzU1NQgHA4jOTkZfr8fwWAQzc3NSExMRCAQQG1tLRobG+Hz+ZCZmYlQKIT6+noopZCTk4NQKIS6ujoAQE5ODurq6rDdGn7r7DkdemgQ/px98Mg+f8D5v/89vrn66nbPKT09HWlpab3inPaUU2NjIyoqKjx1Tl7Iqb6+vjUXr5yTV3LavHmz587JCzlFcvHSOXklp82bN/f4nNavX4/S0lLs2LEDiFrnSfV0NrpSao715WwAcwDMtP6dp7Uus3qdJmutZ0a/rri4WBcXF/fo2HsTCoV61Xj0ypXAOdOb8cmOQUj95D2gf3+3m+SY3pZNvGAucjEbmZiLXHZno5S6RWtdDNg3bLdRax0EsBbADABBAFk27bvbIpVlbzFuHHBkYSIeGHKnuQCeh/W2bOIFc5GL2cjEXORyMhs7iqfVUV8HYAqn1dbXAJAHYIkNx+my5uZmNw7bI3/8I/DnT8/EjvsfB6xuRi/qjdnEA+YiF7ORibnI5WQ2PS6erInigcikcK31fGtbnrUtEJk4HmuJiT2e0hVzw4YBY49OxMO5vwceeMDt5jimN2YTD5iLXMxGJuYil5PZ2DJsp7Weq7Uu0VrP3dO2WItMDOttbrgBuO3rH6HpjnuA+nq3m+OI3pqN1zEXuZiNTMxFLiez8fQimbW9dNhr1Chg8NBkPDnwauCxx9xujiN6azZex1zkYjYyMRe5nMzG08VTYy++VtwNNwB/Dl6Gljm3Ah4cU+/N2XgZc5GL2cjEXORyMhtPF08+n8/tJnTbpElA3wF98Fyfc4FnnnG7Obbrzdl4GXORi9nIxFzkcjIb14qniooKFBcXY9myZY4dIzMz07F9O00p0/s0u+k30H+aDbS0uN0kW/XmbLyMucjFbGRiLnLZmY1Vq+RG7rtWPOXm5qK4uBgTJkxw7BiRVVN7q9NOA7Yn+vF6/Xjg5Zfdbo6tens2XsVc5GI2MjEXuezMxqpVKiL3PT1sV9/LP6mWkABcf73C7LRbzMXvergavCS9PRuvYi5yMRuZmItcTmbj6eJJKeV2E3rs3HOBjdsGYNXn+wCrVrndHNt4IRsvYi5yMRuZmItcTmbj6eIpJyfH7Sb0WFIScO21CrMz5wL33ON2c2zjhWy8iLnIxWxkYi5yOZmNp4snr4xF/+xnwDvf5eGTFz4Gvv3W7ebYwivZeA1zkYvZyMRc5HIyG08XT3V1dW43wRZpacDPLk7AfQfNAebPd7s5tvBKNl7DXORiNjIxF7mczMbTxZOXXH458MSXxyF0/xNAU5PbzSEiIopbni6evDQWPWgQMLEoEX/r+3Pgn/90uzk95qVsvIS5yMVsZGIucnlyzlMsFsn0WnfqlVcC99RdBH3X3W43pce8lo1XMBe5mI1MzEUuO7OJq0Uyt2/f7ti+3XDccYCvX1+88ekgYN06t5vTI17LxiuYi1zMRibmIped2cTVIpleoxRw5S8U7s65xVPLFhAREfUmni6esrOz3W6C7c47D1i++RBULFwNVFW53Zxu82I2XsBc5GI2MjEXuZzMxtPFU0NDg9tNsF16OnD+BQm4/6DZwMMPu92cbvNiNl7AXORiNjIxF7mczMbTxZNXFy+74grgkU0noO6eh4Fw2O3mdItXs+ntmItczEYm5iIXF8mkNvLzgdHjk/BU4k+AV191uzlERERxxdPFU2ZmpttNcMwvfgHc3XwZ9COPut2UbvFyNr0Zc5GL2cjEXORyMhtPF0/hXjqk1RmTJwPbkzPx7uKtQGWl283pMi9n05sxF7mYjUzMRS4ns/H0Ipm1tbWO7dttCQnARRf78Oi+s4B//MPt5nSZl7PpzZiLXMxGJuYil53ZxNUimV73058CizYfjR0PPQlo7XZziIiIPCmuFskMBAJuN8FR++0HjD06Ec9+O77XrTju9Wx6K+YiF7ORibnI5WQ2ni6e4sGFFyk8mvEL4NHeOXGciIiot/F08RQMBt1uguNOPRV4v/ZAlP99JVBf73ZzOi0esumNmItczEYm5iKXk9l4uniKBykpwI9/4sNjmdcAzz/vdnOIiIg8z9PFk9/vd7sJMXHhhcBjtWcg/Mjjbjel0+Ilm96GucjFbGRiLnI5mY2niyefz+d2E2Ji+HCg/6A0vPFOGvDll243p1PiJZvehrnIxWxkYi5yOZmNp9d5qqmpcWzf0lz4swQ8OvB64G9/c7spnRJP2fQmzEUuZiMTc5HLzmy4zpNH/ehHwCvfHoWah57lmk9EREQ2iqt1njIyMtxuQsxkZQFTTvbh6YYzgOXL3W7OXsVTNr0Jc5GL2cjEXORyMhtPF08pKSluNyGmLrpI4ZGEi4GnnnK7KXsVb9n0FsxFLmYjE3ORy8lsPF08VVVVud2EmCoqAr4N98f7T38ANDe73Zw9irdsegvmIhezkYm5yOVkNp4unuKNzwf86KeJeCr1QmDpUrebQ0RE5Em2FE9KqRql1BKl1HVR26YppYqUUjPsOEZ3pKenu3Vo15xzDrCg8XTop552uyl7FI/Z9AbMRS5mIxNzkcvJbOzqeZqutZ6stZ4LmMIJALTWJdb9IpuO0yVpaWluHNZVRx4JJPZLx5pnPwcaGtxuTofiMZvegLnIxWxkYi5yOZmNXcVTQCmVF3V/JIBy6+tyAAU2HadLKisr3Tisq5QCzjkvCU/3vQR47TW3m9OheMymN2AucjEbmZiLXE5mk2jTfrIAVCul5mmtLwUQ2OXx7F1fsGHDBsyaNQtNTU0oLCzEmDFjkJ2djYaGBoRCIQBAZmYmwuEwamtrAQCBgNlt5GJ/fr8fPp+vdSGsjIwMpKSktE4Sq6qqQk5OTus3MC0tDRkZGaisrITWGqmpqcjIyEBNTQ3C4TCSk5Ph9/sRDAbR3NyMxMREBAIB1NbWorGxET6fD5mZmQiFQqivr4dSCjk5OQiFQqirqwMA5OTkoK6uDtu3bzcnbvM5paenIy0tbY/ndOqpfTH1ryfh5ofOR6iwUOQ5hUIhVFRUdPqcvJiTxHOqra1tzcUr5+SVnDZt2uS5c/JCTpFcvHROXslp06ZNPT6n9evXo7S0FDt27ACiFslU2sYFFZVScwCshul5WqK1LrGG7CZrrWdGP7e4uFgXFxfbduz2bN68GQMHDnT0GFIdMbQZ935xKo757lmgTx+3m7ObeM5GMuYiF7ORibnIZXc2SqlbtNbFgA3DdkqpGUqpXYflVmNn71MegCU9PU53xPPiZeecl4inMy8HXnnF7aa0K56zkYy5yMVsZGIucklfJPMZoM0k8UVa60UA8qxep0Bk4nisxfNY9NlnA4u2Tkbzk8+43ZR2xXM2kjEXuZiNTMxFLtFznrTWQQBl1m1R1Pa51peuFE5WG9w6tOvy84GDDknCssUNKNq2Dejb1+0mtRHP2UjGXORiNjIxF7mczMbTi2Smpqa63QRXnXNeIp7O/jnwwgtuN2U38Z6NVMxFLmYjE3ORy8lsPF08xftY9PTpwL9qjkPjk4v2/uQYi/dspGIucjEbmZiLXNLnPIkV+ehhvBo0CBg6zIfXliYB1dVuN6eNeM9GKuYiF7ORibnI5WQ2ni6ewuGw201w3Tk/TsSC/j8HnnvO7aa0wWxkYi5yMRuZmItcTmbjWvFUUVGB4uJiLFu2zLFjJCcnO7bv3mLaNOClyrGoe1bWkgXMRibmIhezkYm5yGVnNlatkhu5b9cK412Wm5sLpxfJ9Pv9ju6/Nxg4EBgxSuGVN1Lxw+3bASEXsWQ2MjEXuZiNTMxFLjuzmTBhAgBURO57etgusvx6vDvzrCT8K3CBqGvdMRuZmItczEYm5iKXk9l4unhqbm52uwkiTJ0K/Lv2aDT96yW3m9KK2cjEXORiNjIxF7mczMbTxVNiomujkqLsvz+QP1jh7eerASFvdGYjE3ORi9nIxFzkcjIbTxdPkasnE3D6WSl4LuVsYMUKt5sCgNlIxVzkYjYyMRe5nMzG08VTbW2t200Q47TTgOcbT4R+7nm3mwKA2UjFXORiNjIxF7mczMbTxVNjY6PbTRBj6FAgyZ+G/yz8BBBwLSZmIxNzkYvZyMRc5HIyG08XTz6fz+0miKEUcPr0ZDwXKgI2bHC7OcxGKOYiF7ORibnI5WQ2nl4kMzMz07F990anna7wfPI04Hn3h+6YjUzMRS5mIxNzkcvObHZdJNO14imySKa18JQjQqGQY/vujcaNAzY1DkDFglVuN4XZCMVc5GI2MjEXuezMJq4Wyayvr3e7CaL4fMCppyfihfLDgU2bXG0Ls5GJucjFbGRiLnI5mY2niyellNtNEOe0MxLwvP884IUXXG0Hs5GJucjFbGRiLnI5mY2ni6ecnBy3myDO5MnA6q3fQ/XC111tB7ORibnIxWxkYi5yOZmNp4snjkXvrk8fYNIkhVfezQK2bnWtHcxGJuYiF7ORibnI5WQ2ni6e6urq3G6CSKf9MBHPB84HXnnFtTYwG5mYi1zMRibmIpeT2Xi6eKL2/eAHwGvBUah/4TW3m0JERNTreHqdJ45Ft69/f2D4ES1445V6oKXFlTYwG5mYi1zMRibmIped2cTVOk/sTu3Y1OmpeDHhNGDdOleOz2xkYi5yMRuZmItcdmYTV+s8bd++3e0miHXSScCrLZOh//2qK8dnNjIxF7mYjUzMRS4ns/F08UQdGzoUaE5Oxyf/+sDtphAREfUq7RZPSqn7Y90QJ2RnZ7vdBLGUAk48NRGLPzgACAZjfnxmIxNzkYvZyMRc5HIym456nkqUUpOsm9+xozusoaHB7SaIduIpiXjVPx14PfYLZjIbmZiLXMxGJuYil5PZdFQ8LQGwBkAhgNetIupIx1rhEC5etmfHHw8srx2OupdiXzwxG5mYi1zMRibmIpcbi2S+AeBBAGu11iO11m9ordcrpSY51hKKuUAAGH54M95+aSugtdvNISIi6hU6Kp5ma63P1lq/EdmglPpNjNpkm8zMTLebIN6U09LwauMk4MMPY3pcZiMTc5GL2cjEXORyMpuOiqegUmo2ACil+imlJmmtb40upnoqFotkhsNhx/btFSeepPCq72Tg1dguWcBsZGIucjEbmZiLXHZm09lFMqu01jcAgNZ6K4Bq21pgicUimbW1tY7t2ysKCoDKlix8/q+ymB6X2cjEXORiNjIxF7nszKazi2ROVkqdqZQ60prndLZtLSBREhKAE6YkYPGabICLvREREe1Vu8WT1vpWAArAZQAKIr1QvU0gEHC7Cb3Ciacm4dW+0wAHh1B3xWxkYi5yMRuZmItcTmbT4QrjWutntdaXaa1vU0qd6VgLyHUnnAC8ERqFppdfc7spRERE4nW0wvjxSqnXlFKLlVKLAUyOcbtsEXRh5ezeaMAA4JC8FrzzwpaYHZPZyMRc5GI2MjEXuZzMpqOep4O11icAOMu6ze/MzpRSc6K+nqaUKlJKzeh5M8lpJ56ehleDY4CNG91uChERkWgdFU+fKaUutj5pNwNmpfE9UkoVAcizvp4GAFrrkqjHYs7v77VXlom5E09SWJw6FVi8OCbHYzYyMRe5mI1MzEUuJ7PpaML46wAi1+woAVCzp50opfIAlEdtGhl1vxxAQc+a2T0+n8+Nw/ZKY8YA5fX7YfPz78bkeMxGJuYiF7ORibnI5WQ2ie1tVEpdq7W+DQC01usArNvLfvK01iVKqcj9wC6P73Zp4w0bNmDWrFloampCYWEhxowZg+zsbDQ0NLRejyYzMxPhcLh1rYbIzPnIOKbf74fP50NNjantMjIykJKSgqqqKgBAVVUVDj30UFRWVgIA0tLSkJGRgcrKSmitkZqaioyMDNTU1CAcDiM5ORl+vx/BYBDNzc1ITExEIBBAbW0tGhsb4fP5kJmZiVAohPr6eiilkJOTg1AohLq6OgBATk4O6urqsN362L/d55Seno60tDRHzmns6GS8+lYqptXWIlRX5+g5ffvtt633nTwnL+bk5Dlt2rSp9a81r5yTV3LasGEDDjjgAE+dkxdy+vDDD3HAAQd46py8ktOmTZswbNiwHp3T+vXrUVpaih07dgBRi2Qq3c41zZRSZ2qt/xl1/0it9frdnmgeK4oanluotZ5uzX1aYhVURQAma61nRr+uuLhYFxcXt7dL21RUVCA3N9fRY3jJgw8Cy659Cf94Y1+gcK8jtT3CbGRiLnIxG5mYi1x2Z6OUukVrXQx0POfpMqXUp0qpBUqpZwAs3MP+qq2J4dMA5CmlCgCsxs7epzwAS+xpetdkZGS4cdhe6/jjgaXNx0C/sdTxYzEbmZiLXMxGJuYil5PZdFQ8zdFaD7YuDnwWzGKZ7dJal1k9T1mwCiat9SKYQqoIQCDSMxVrKSkpbhy21zr4YCCpTyI+eekTx4/FbGRiLnIxG5mYi1xOZrOnCePRVu9tR1rr+VrrfK11mXV/rta6RGs914Z2dktkzJI6Rylg4vE+LC1NB5qaHD0Ws5GJucjFbGRiLnI5mU1HE8ZnR98FcDzMJ+jI4yaelIqXXz0Rl61daz6CR0RERG20WzwBqAawyPo6D0CvXDkxPT3d7Sb0OhMnAr9pHAf9xj1QDhZPzEYm5iIXs5GJucjlZDYdXhhYa/2ZdXsdnRi2kygtLc3tJvQ6Bx4I9O2XgA9e+szR4zAbmZiLXMxGJuYil5PZdHRtu9esT9otUEotAODKCuE9FVlrgrpm4uRELC3rBzQ2OnYMZiMTc5GL2cjEXORyMps9fdru7KjbbXYfuKKiAsXFxVi2bJndu6YemnRiCpamnQSUlrrdFCIiItdZtUpu5H5HxVPrpHGlVD+l1CS7G5Kbm4vi4mJMmDDB7l23Yndq90ycCLxZPxotrzu33hOzkYm5yMVsZGIuctmZjVWrVETud1Q8VWmtbwAA6+LA1ba1IIa4eFn37Lsv0D9H470XP3fsGMxGJuYiF7ORibnI5cYimZOVUmcqpY60ep3OdqwFDuJYdPdNnJKMpe9nA/X1juyf2cjEXORiNjIxF7liPudJa30rzPpOlwEoiPRC9TbtXbePOmfiCcl4o8+pwDvvOLJ/ZiMTc5GL2cjEXORyMpuOPm13PICRWuvLADzoxJynWEhNTXW7Cb3WhAnA23WFaH79TUf2z2xkYi5yMRuZmItcTmazpzlP1wOc8xSvBgwADtgnjHUvfeXI/pmNTMxFLmYjE3ORi3OeuqmmpsbtJvRqk05OwdIPBwI7dti+b2YjE3ORi9nIxFzkcjIb1+Y8xWKdp3A47Ni+48HEyUlYmvEDYMUK2/fNbGRiLnIxG5mYi1x2ZtPpdZ601s9qrS/TWt+mlLrYthZYYrHOU3JysmP7jgfHHQes3HEkmkrsn/fEbGRiLnIxG5mYi1x2ZtPZdZ6glMpVSl2rlFoDYI5tLYghv9/vdhN6tawsIG9QE9a8vNn2fTMbmZiLXMxGJuYil5PZtCmelFL+qIKpBMBkANPRS69tFwwG3W5CrzfxxFQs/WQ/oK7O1v0yG5mYi1zMRibmIpeT2eza8/QQgHMAXKy1PgTAXK31Z1rrdY61wEHNzc1uN6HXm3hCEpamnQysWWPrfpmNTMxFLmYjE3ORy8ls2hRPWuuztNYjAOQrpS4BMA0wQ3iOtcBBiYmJbjeh1xs/HlhVPxzNb9o7aZzZyMRc5GI2MjEXuZzMpqNP2z2rtX5Qa325UuqHAOY51gIHBQIBt5vQ62VlAQcObMB7i7+xdb/MRibmIhezkYm5yOVkNh1OGI/QWj8L4HrHWuCg2tpat5vgCeOPS8LytWlAS4tt+2Q2MjEXuZiNTMxFLiez2WvxBAC9dc5TY2Oj203whPGT+2BFwjHAxx/btk9mIxNzkYvZyMRc5HIym04VT06IxSKZPp/PsX3Hk/HjgRV6LPTby23bJ7ORibnIxWxkYi5y2ZnNrotkujbTLbJIppMyMzMd3X+8yMsDmhNT8cVrH+OgS+3ZJ7ORibnIxWxkYi5y2ZlNpxfJ9IJQKOR2EzxBKeDo0U1Ybl/HE7MRirnIxWxkYi5yOZmNp4un+vp6t5vgGeNP7IsVWw8DNtuz2jizkYm5yMVsZGIucjmZjaeLJ6WU203wjPFHJ2BF8kTbLhLMbGRiLnIxG5mYi1xOZuPp4iknJ8ftJnjGUUcBGxsOQLDEnpXGmY1MzEUuZiMTc5HLyWw8XTxxLNo+SUnAyKE78O7r223ZH7ORibnIxWxkYi5ycc5TN9XZfDHbeDf+hHSsKN8X2LGjx/tiNjIxF7mYjUzMRS4ns/F08UT2Gj8hCSv6FAGrV7vdFCIiItd4epFMjkXba+xYYHXd4Wh6c2WP98VsZGIucjEbmZiLXHZms+sima4VT5FFMq2FpxzB7lR7BQJA7r4NWP/qtz3eF7ORibnIxWxkYi5y2ZlNXC2SuX27PZObaaejJyRhxbo+Pb5IMLORibnIxWxkYi5yOZmNp4snst/4yX2wwncs8OGHbjeFiIjIFZ4unrKzs91ugueMHw8sb+n5RYKZjUzMRS5mIxNzkcvJbDxdPDU0NLjdBM/JzQVUchI+W/xJj/bDbGRiLnIxG5mYi1xOZmNL8aSUKrJuc6K2TbO2zbDjGN3BxcvspxRw9Jhwj6/SwmxkYi5yMRuZmItcohfJVEoVACjQWpcAKFBK5SmlpgGAtQ1KqaKeHofkGH9iBlbUHg5s2eJ2U4iIiGIusac70FqXAShTSgUAlGuty5VSlwJYYD2lHEABgJLo123YsAGzZs1CU1MTCgsLMWbMGGRnZ6OhoaG1WszMzEQ4HEZtbS0AIBAIAACCwSAAwO/3w+fzoaamBgCQkZGBlJQUVFVVAQDC4TBCoRAqKysBAGlpacjIyEBlZSW01khNTUVGRgZqamoQDoeRnJwMv9+PYDCI5uZmJCYmIhAIoLa2Fo2NjfD5fMjMzEQoFEJ9fT2UUsjJyUEoFGr9SGROTg7q6upaZ/nbfU7p6elIS0tz9ZyOPKo/5idOxOYXX0TdpEndOqfExERUVFSIOScv5tSdc0pISGjNxSvn5JWcamtrUVFR4alz8kpOFRUVnjsnL+RUW1uLrVu39uic1q9fj9LSUuwwV9bIhUVprWEHq3epQGs9Vyk1D8A8rXWZtX2y1npm9POLi4t1cXGxLcfuSHV1NbKyshw9RjxqagIC6Y345ppb4Z9zY7f2wWxkYi5yMRuZmItcdmejlLpFa10M2Dhh3Bqiy7eG7IIAXP/fFKk0yV5JScCR+SGseX1rt/fBbGRiLnIxG5mYi1xOZmPHnKc5UZPCgzBF02oAAWtbHoAlPT0OyTL62BSUfpgO2NRzSURE1FvY0fM0D0C5NTwX0FrP11ovApAXta1kz7twRmRsk+w3amI6VmE08Omn3Xo9s5GJucjFbGRiLnI5mY0dE8bLYSaFA1GTwrXWc3fdRt4xejTwKz0KetUrUN/7ntvNISIiihlPL5IZmU1P9svNBZp9qfjqjf926/XMRibmIhezkYm5yOVkNp4unsg5SgGjjqjDqrcb3W4KERFRTHm6ePL7/W43wdNGH98XpZ8PALqxBD6zkYm5yMVsZGIucjmZjWvFU0VFBYqLi7Fs2TLHjuHz+RzbNwGjjk7GqpTjgPXru/xaZiMTc5GL2cjEXOSyMxurVsmN3HeteMrNzUVxcTEmTJjg2DEiK4aSM0aOBNY2Ho7wu6u7/FpmIxNzkYvZyMRc5LIzG6tWqYjc9/SwHTkrKwvYN6sBH762ye2mEBERxYyni6eMjAy3m+B5o0dqrFrd9f9GzEYm5iIXs5GJucjlZDaeLp5SUlLcboLnjZ7sR2lwMFBd3aXXMRuZmItczEYm5iKXk9l4uniKXBWZnDNqTAJWJR8LlJZ26XXMRibmIhezkYm5yOVkNp4unsh5w4cDnzYMwvbl69xuChERUUx4unhKT093uwmel5ICDDs4hLWvd+1TDcxGJuYiF7ORibnI5WQ2ni6e0tLS3G5CXBh9dDJK30sDtO70a5iNTMxFLmYjE3ORy8lsPL1IZmVlpWP7pp1GTcrAqpaRwGefdfo1zEYm5iIXs5GJuchlZza7LpKZaNueuyiySCb1fqNHA7PUaGBVCZCX53ZziIiIbBVXi2SyOzU2DjkECCED3yz9uNOvYTYyMRe5mI1MzEUuTw7bxQIXL4sNpYBRh+9A6Vv1nX4Ns5GJucjFbGRiLnJxkcxu4lh07IyelIHSjdlAU1Onns9sZGIucjEbmZiLXE5m4+niSXfh01/UM6OOScGq5GOADz7o1POZjUzMRS5mIxNzkcvJbDxdPKWmprrdhLgxahSwumk4WkrXdOr5zEYm5iIXs5GJucjlZDaeLp44Fh07/fsDWX2b8OnSTZ16PrORibnIxWxkYi5ycc5TN9XUdG3Va+qZwmFNWFsa7tRzmY1MzEUuZiMTc5HLyWw8vUhmONy5X+RkjxET+2LN5/2Bxsa9PpfZyMRc5GI2MjEXuezMJq4WyUxOTnZ0/9RW4bgU/CFlrJk0ftRRe3wus5GJucjFbGRiLnLZmU1cLZLp9/vdbkJcKSgA1jUdjpbVa/f6XGYjE3ORi9nIxFzkcjIbTxdPwWDQ7SbElexsIMffiE9e/3Kvz2U2MjEXuZiNTMxFLiez8XTx1Nzc7HYT4k7hsCasXd2y1+cxG5mYi1zMRibmIpeT2Xi6eEpMdG1KV9waMcmPtV/sfdI4s5GJucjFbGRiLnI5mY2ni6dAIOB2E+JO4dhkrEkZB2zYsMfnMRuZmItczEYm5iKXk9l4uniqra11uwlxp6AAWNd4GMKry/b4PGYjE3ORi9nIxFzkcjIbT6/z1NiJ9YbIXllZwIB+jfjkjT2vNM5sZGIucjEbmZiLXHZmE1frPPl8Pkf3T+0rHG5WGh+yh+cwG5mYi1zMRibmIped2cTVOk+ZmZluNyEujZjox9ovB+xx0jizkYm5yMVsZGIucjmZjaeLp1Ao5HYT4lJnJo0zG5mYi1zMRibmIpeT2Xi6eKqvr3e7CXGpoABY3zgU4dKOVxpnNjIxF7mYjUzMRS4ns/F08aSUcrsJcSkzExgYaNjjpHFmIxNzkYvZyMRc5HIyG08XTzk5OW43IW4VDm/GmtW6w8eZjUzMRS5mIxNzkcvJbHpcPCmlAkqpAqXUNKXUnKjt05RSRUqpGT09RndxLNo9rZPGGxrafZzZyMRc5GI2MjEXuaTPeToLwAit9SIAUErNUEpNAwCtdYm1rciG43RZXV2dG4cl7H3SOLORibnIxWxkYi5yOZlNj9d50lrPj7qbB2AJgMkAFljbygEUACiJft2GDRswa9YsNDU1obCwEGPGjEF2djYaGhpaq8XMzEyEw+HWVUIjS61HrpTs9/vh8/lQU1MDAMjIyEBKSgqqqqoAAFVVVcjJyUFlZSUAIC0tDRkZGaisrITWGqmpqcjIyEBNTQ3C4TCSk5Ph9/sRDAbR3NyMxMREBAIB1NbWorGxET6fD5mZmQiFQqivr4dSCjk5OQiFQq0h5eTkoK6uDtu3bwcA288pPT0daWlp4s8pP1/hP41DsPnff0XSwQfvdk6hUAgVFRW96py8mNOu51RbW9uai1fOySs5bdq0yXPn5IWcIrl46Zy8ktOmTZt6fE7r169HaWkpduzYAUQtkqm07nheSlcopfIAzNRaX6qUmgdgnta6zOp1mqy1nhn9/OLiYu30IpmhUAgZGRmOHoM6NnhAEM8fdweGLrxlt8eYjUzMRS5mIxNzkcvubJRSt2itiwF7J4xP01pfan0dBJBl4767hd2p7trTpHFmIxNzkYvZyMRc5HIyG1uKJ6XUNK31XOvrAgCrAQSshyNDeTEX6cYjd4yY1A9rNw1sd9I4s5GJucjFbGRiLnI5mY0dn7YrAjBHKbVWKbUWQJY1eTzPeiwQmThO8aVwTBLWpowD1q93uylERES2sWPCeAmA/Ha2z7W+dK1wys7OduvQhMhK40MQXjEPvtGj2zzGbGRiLnIxG5mYi1xOZuPpRTIbOlhjiGKjXz9g/5xGfPDql7s9xmxkYi5yMRuZmItcTmbj6eKJi5e5b+w4hXdKfcAun+pkNjIxF7mYjUzMRS7pi2QSdWjcCRlY2VAIfLl77xMREVFv5FrxVFFRgeLiYixbtsyxY2RmZjq2b+qcceMVVvqOBlaubLOd2cjEXORiNjIxF7nszMaqVXIj910rnnJzc1FcXIwJEyY4doxwOOzYvqlzhg4FKluy8F3Je222MxuZmItczEYm5iKXndlYtUpF5L6nh+0iy7GTexISgDHD6/DOsrYT95iNTMxFLmYjE3ORy8lsPF08kQzjTsjAys/3B7iYHBEReYCni6fIBQDJXeOOTcLKtEnA6tWt25iNTMxFLmYjE3ORy8lsPF08kQyjRgHr6oeg4a1VbjeFiIioxzxdPAWDQbebQAD69gUGH1CHdYu/a93GbGRiLnIxG5mYi1xOZuPp4onkGHdsElauSwNaWtxuChERUY94unjy+/1uN4Es4yanY6UaD3zyCQBmIxVzkYvZyMRc5HIyG08vkunz+RzbN3XN+PHAipax0CvMYpnMRibmIhezkYm5yGVnNnG1SGZNTY1j+6auOeggQKUk4fPX/guA2UjFXORiNjIxlxhqaQE+/bTTT7czm7haJJPkUAoYN6IJK5dzzhMREXVRWRkwbpy5bEVFhdut8XbxlJGR4XYTKMq4KX2xcstgoLqa2QjFXORiNjIxF4fV1AA//zlw8snAjBlo+OVvgNtu69RLnczG08VTSkqK202gKOOO8WFFyiTg3XeZjVDMRS5mIxNzcYjWwKOPAkOGAFpj87KPcP6bF2HAg39A5d9fBb77bq+7cDIbTxdPVVVVbjeBohx1FPBJw4HYtnQNsxGKucjFbGRiLg557jlg9mw0P/8y7vr+fTj8mEzssw8w9bQE3H3IncCdd+51F05m4+niiWRJSQGOGrwdpUu2ut0UIiKS7I478PaP7kfhjEK88ALw1lvAnDnATTcB9312IrY98A/AxYsye7p4Sk9Pd7sJtItxx6dh5UcBpCcnu90UagffM3IxG5mYiwPKyvDmxwMx/YFJ+O1vgSVLzOgdAAweDEwq8mH+QX8E7r9/j7txMhtPr/OUlpbm2L6pe8Yfn4qVyROQbi2WSbLwPSMXs5GJuTjgzjvxl5w/4fe/V5g+3XxaO9r11wO3f3UWGu64D6iv73A3dmYTV+s8VVZWOrZv6p6xY4F3m0eg8cGH3W4KtYPvGbmYjUzMxWbffov//et9vPNdPs47r/2nHHUUcERBEv424Frgscc63JWd2XCdJ3LVgAFAzr5JqHj+fwAvqElERNHuvx93H3QbLpmRgD59On7aDTcAc2suRnjObUBzc+zaZ/F08cTuVJmmnpGIJ/a7bo9/MZA7+J6Ri9nIxFxsVF+Prfc/iSe+OA5XXLHnpx5zDDDgwDQ8m/pj4Jln2n2Ok9l4unji4mUyXXEF8LfvTkHd3Q+Z5fZJDL5n5GI2MjEXGz39NB7JuhZTTvbhgAP2/FSlTO/T7MZfQ8/+s1kXahdcJLObOBYtU34+cERhM55qng4sXux2cygK3zNyMRuZmItNtEb4jrtw99af4OqrO/eSU04Bwul9sXjwle0uW+BkNp4unnQ7lSjJ8NOfbsPduBL6rrvdbgpF4XtGLmYjE3OxyVtv4cWqcRiYm4bRozv3EqWA669XmF01A+jXb7fHnczG08VTamqq202gDkyerLE9ORMr300A/vc/t5tDFr5n5GI2MjEXm/z1r/hrn1m46iq19+dGOessUze19/kjJ7PxdPHEsWi5/P4M/PzKBNy97x+Be+91uzlk4XtGLmYjE3PpoZYWYMkSrF8WxP+274Mf/rBrL09MBF54AQgEdn/Mk3OeYrFIZk1NjWP7pp6pqanBBRcAi786HF8/9hoQCrndJALfM5IxG5mYSzdoDfznP8DMmcDBBwPXXIM7hz+CK3+RgKQk+w5jZzZxtUhmOBx2bN/UM+FwGP36Aef+2Id5+9wE/P3vbjeJwPeMZMxGJubSRa+9Bhx+ODB1KpCQALz0EjY+vwHP/edgXHKJvYeyM5u4WiQzmddPEyuSzZVXAvO/Ox2Ndz3Q7kdNKbb4npGL2cjEXLrgk0+A884D5s5F9drPMP/g2Zj4y2EYORL47W+B7Gx7D+dkNp4unvx+v9tNoA5Eshk6FDjsqGQsqj0BWLTI5VYR3zNyMRuZmEsnhULAGWdg/WX349QHTsHB+QkoKQF++Uvg66+BX//a/kM6mY2ni6cgL/8hVnQ2V16pcE/mb4Grrwb+7/+4cKaL+J6Ri9nIxFw6QWvgwgvx7ZEn4tRHf4gpU4BNm8zC4GecATj1oTgns/F08dTswvVuqHOiszn1VODrbX4sv/c/wJIlZuWzqioXWxe/+J6Ri9nIxFwsGzYAX3zR/mO33YamzzbhrM9vxc9+ZqZr9O3rfJOczMaW4kkpNU0ptaSdbUVKqRl2HKM7EhMT3To07UV0Nj4f8Ne/AmdckoMnLloKDBsGFBQApaXuNTBO8T0jF7ORibnAjBacdhpwxBHAD38IvPnmzjmsr78O3H47fjP8NfTtl4Cbbopds5zMxpbiSWvdZrKKUmqatb3Eul9kx3G6KtDewg8kwq7ZnH468MYbwB9m+3Dp1rmov/Vu4Ac/MH+i/POfwJYtrrQz3vA9IxezkYm5AFi2DFtSB6Hu003A8ccDl10GHHkkcNddwHnn4R8XvY6X3uyLv//dfMAuVpzMxqnTGAmg3Pq6HECBQ8fZo9p2rnVDMrSXzbBhwOrVQE0NMO7PU1G+qAwYNAh4+GFg8GAzu/zSS4FHHwVWrWr3WkbUM3zPyMVsZGIugH7wIZywdSEGDcnA9V9cgS9e/RC47TbgjTfwnwvuwNXzh+Kf/wQyM2PbLiezcapPK7DL/d0+gLhhwwbMmjULTU1NKCwsxJgxY5CdnY2GhgaErAUTMzMzEQ6HW78BkSoyMgnM7/fD5/O1LoSVkZGBlJQUVFnzZaqqquD3+1svDpiWloaMjAxUVlZCa43U1FRkZGSgpqYG4XAYycnJ8Pv9CAaDaG5uRmJiIgKBAGpra9HY2Aifz4fMzEyEQiHU19dDKYWcnByEQiHU1dUBAHJyclBXV4ft27ebE7f5nNLT05GWltbrz6m6uhqNjY3tntNdd6XhiScCGHXmvrj44ksw4Rc/w5i/JaG+dCWS3n0XaS+9hJS77oL673/R0q8fmgcPRsLhh2PHQQehLjcXLd//Pvrl5zOnbpxTZWVlay5eOSev5FReXo7GxkZPnZMXcork4qVz6lJOoRA+euErVGX68fLL1XjiiQwMP9KH0aPH4bzzRuCmm/rhd7/bAr9/O779NrbntGnTJqSnp/fo/9769etRWlqKHTt2AFGLZCq7LpynlFqitZ5sfT0HwBKtdYk1ZDdZaz0z+vnFxcW6uLjYlmN35Msvv8SgQYMcPQZ1T2eyWb3adDK99Rbw5ZfAuHHAsccCY8aYTqgBOS1QX34BfPihuX300c5bYqJ50uGHm9uwYcBhh8X+T59ehu8ZuZiNTOJzefJJYP164E9/Mj8X7XbXXbjs7sMw6ILjceONZlMoBDzxhLny1kknAbfeav9hO8PubJRSt2itiwHnep5WY2fvUx6AJR0/1TmZ/EUpVmeyGTnS3ACgshJYvtwUUr/7namPtE7AkCG5GDo0F0OGnIyh0029NOgADbX5W1NQbdgAlJUBjz8OfPCBuYLk8OFmPD7y7yGHxHYgXjC+Z+RiNjKJzSUYBK64whRO++5rrqD75JNdWxegqQl45x3gmGMA1c4Fe7VG6IG/45nNK/D+BTs3Z2QAl19ubm5yMhu7Pm1XBGBE1ETxRQDyrO2ByMTxWIt0RZI8Xc0mJ8dMKr/9dlNEVVYCH39s/pgqKAA++8wMsY8ZA/j7KYw6bV9c8MTxuK3pKrz6wwexadG70MGtwNtvA5dcAiQnA089BZx4oimoJkwAbrjBXGEyjien8z0jF7ORSWQub75p/jjMysLbd5bhvtMWQ/sSzTIw27bt/fWhkPkI9CGHmLVkOrp4++rVWFg5EeOPTcT++9t6BrZwMhtbep6s4ihzl21zrS9dKZwAoL6+3q1D0170NBulgAEDzO2449o+FgyanqkPPjC3xYtNB1RdXQIOO+xgDB9+MIYPPx3DZ5rRvPSmoJmA/s475ofET38K9O8PnHkmcPHFZrJ6nOB7Ri5mI5OoXBoagOJi4PHH0fTAwyhedRIePR/IygI+nvg0/hq4HAnHHw/8+9/tXwvlu++Au+8GHnjA/EG5cCG+bszBfmeMNnMmjjii7fMfeggPpd2EmTPa6ZUSwMlsPL1AhWqvm5FEcDKbQAAYO9bcolVWmiLqP/8xtdL8+abIGjQogNGjp2Ds2CkYNxc4fGgLfB++by5WfPTRwJAhprfqzDOBtDTH2i0B3zNyMRuZXM1Fa+B//zN/Ib72mulxOv54fPLs+/jxL7MxYACwbh2QkgKcemoCLjj4ATx87CwkHXus6WWvrjbTGiK3Tz4Bzj0XLctX4pVPB2Putaaz/tkrn8GZ555rJqL26WOOHQrhg6ffx2d99sXJJ7v3LdgTJ7Px9ESPnJwct5tAHXAjm5wc88fUVVcBjzwCrF0LbN1qLql3zDHm58LZZwOZ2Qko+vVw3J93K7Zu+NKsNfXEE2bZhAsvNNcUsD6Z4TV8z8jFbGSyPZd16wDrE6979OijQH6++aG2di3wox9B/28jHjzpnxg/NRsXXAC89BIwcKD5g3LxYqCyUmHap7NRf+6F5gM0l1xi/pIcNgy48040fPY1Hhn1AA4/YzBuusnMWVq+HLhswQR8ccikthegW7AAD/e/Hhdc5HNkHrodHH3PaK1dud18883aad9++63jx6DukZxNZaXWzz2n9bRpWvfrp/X552v99ttat1R8rvU992h9yila9+2r9bhxWv/+91qvXKl1Q4PbzbaF5FziHbORybZcwmGtb7pJa59P65//fM/Pffddrfv317q0VG8PtehXXtH66qu1HjJE6+HDtf7gg/Zf1tCg9dlnaz1hgtZbgy36u++0fvVVrf/0J/PzbuBArU84QeslS7Ruadn5utmztT5mbJNuyj1E63/+U2utdf2oY3SOv17/73/2nL4T7H7PACjWVg3j6Z6nyDoQJI/kbLKzzZUGFi40vdjDhpmpT0NPPBDFW36Od3/7EsLffGfmFtTUmE+0ZGWZvwB/9zvzJ9533/XKCxxLziXeMRuZbMmlttZMC3j9dXz31sfQry420wbaEwwC556LxZf+E0U3jMTAfRT+/GfTs/7446YTaujQ9l+anAz84x/A978P7Le/wuDBwJw55lKiZ5wBrFhhfnwVFbX9cN111wHJfRLxx6I3zOrhr76K5z49DEcUJiE/v+en7xQn3zOudbZVVFSguLgYEyZMwIQJE9xqBtEeDRhgeqp/9Svzg+WFF4AZM4CvvkrF5MmTceKJk1H0K+CAvlvNhPPly81HADdsMD8Qs7NNv/nAgcBBB5mJWOPHA9/7XtufTlutTwK+8Qbw3ntmrtUZZ5gJmpzrQtR73HcfcP/9Znh/yJC9P//TT81fa8ccg8d+sAiXTkzETTPexo3XDDPv/+hJ2loDM2bgk3EX4LwHjsa99wL/+lfXLrLr85km3nST+bHUmVVaEhKAv/0NKCgYhElTb8UxU6fioQM+xCUzPN3/0sayZcuAqEUyPT1st23bNsePQd3T27P58kutH3rIdHXn5Gidm6v1eedp/cADpss8HNZaNzZqvWmT1mvXav3KK1rffbfW556r9UEHaZ2drfWpp2p91VVajxqldXq61pMmaf2HP2j9/PNaX3ON2Wlenta/+pXWb72ldW1t1xu6erU5zpgxWl9/vemj38P3vrfn0utVVpr/VCtX7vYQs5GpNZfmZvO+PfRQrW+9VesBA7R+8809v/jf/9Z6wADddM8D+qqrtD7kEDNktu++Wi+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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# 从训练集和测试集上获取结果列表\n",
    "\n",
    "mae = history.history['mae']\n",
    "loss = history.history['loss']\n",
    "epochs = range(len(loss))\n",
    "\n",
    "# 可视化MAE和loss\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(epochs, mae, 'r')\n",
    "plt.plot(epochs, loss, 'b')\n",
    "plt.title('MAE and Loss')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.legend(['MAE', 'Loss'])\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(epochs[20:], mae[20:], 'r')\n",
    "plt.plot(epochs[20:], loss[20:], 'b')\n",
    "plt.title('Zoomed MAE and Loss')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.legend(['MAE', 'Loss'])\n",
    "plt.show()"
   ]
  }
 ]
}